{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3f63fbd8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>站点名称</th>\n",
       "      <th>POI编号</th>\n",
       "      <th>拼音名称</th>\n",
       "      <th>gd经度</th>\n",
       "      <th>gd纬度</th>\n",
       "      <th>路线名称</th>\n",
       "      <th>城市名称</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>金安桥</td>\n",
       "      <td>BV11494889</td>\n",
       "      <td>JinAn Qiao</td>\n",
       "      <td>116.162586</td>\n",
       "      <td>39.923298</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>四道桥</td>\n",
       "      <td>BV10813547</td>\n",
       "      <td>si dao qiao</td>\n",
       "      <td>116.134010</td>\n",
       "      <td>39.916030</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>桥户营</td>\n",
       "      <td>BV10813541</td>\n",
       "      <td>qiao hu ying</td>\n",
       "      <td>116.125809</td>\n",
       "      <td>39.912383</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>上岸</td>\n",
       "      <td>BV10813543</td>\n",
       "      <td>shang an</td>\n",
       "      <td>116.122225</td>\n",
       "      <td>39.905138</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>栗园庄</td>\n",
       "      <td>BV10813544</td>\n",
       "      <td>li yuan zhuang</td>\n",
       "      <td>116.123254</td>\n",
       "      <td>39.895780</td>\n",
       "      <td>S1线</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5029</th>\n",
       "      <td>锡林公园</td>\n",
       "      <td>BV10875474</td>\n",
       "      <td>XiLin GongYuan</td>\n",
       "      <td>111.687460</td>\n",
       "      <td>40.770883</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5030</th>\n",
       "      <td>内大南校区</td>\n",
       "      <td>BV10875440</td>\n",
       "      <td>NeiDaNan XiaoQu</td>\n",
       "      <td>111.692463</td>\n",
       "      <td>40.759146</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5031</th>\n",
       "      <td>帅家营</td>\n",
       "      <td>BV10875453</td>\n",
       "      <td>ShuaiJiaYing</td>\n",
       "      <td>111.706981</td>\n",
       "      <td>40.755604</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5032</th>\n",
       "      <td>喇嘛营</td>\n",
       "      <td>BV10875441</td>\n",
       "      <td>LaMaYing</td>\n",
       "      <td>111.731336</td>\n",
       "      <td>40.755684</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5033</th>\n",
       "      <td>阿尔山路</td>\n",
       "      <td>BV10875438</td>\n",
       "      <td>AErShan Lu</td>\n",
       "      <td>111.747816</td>\n",
       "      <td>40.755465</td>\n",
       "      <td>2号线</td>\n",
       "      <td>呼和浩特</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5034 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       站点名称       POI编号             拼音名称        gd经度       gd纬度 路线名称  城市名称\n",
       "0       金安桥  BV11494889       JinAn Qiao  116.162586  39.923298  S1线    北京\n",
       "1       四道桥  BV10813547      si dao qiao  116.134010  39.916030  S1线    北京\n",
       "2       桥户营  BV10813541     qiao hu ying  116.125809  39.912383  S1线    北京\n",
       "3        上岸  BV10813543         shang an  116.122225  39.905138  S1线    北京\n",
       "4       栗园庄  BV10813544   li yuan zhuang  116.123254  39.895780  S1线    北京\n",
       "...     ...         ...              ...         ...        ...  ...   ...\n",
       "5029   锡林公园  BV10875474   XiLin GongYuan  111.687460  40.770883  2号线  呼和浩特\n",
       "5030  内大南校区  BV10875440  NeiDaNan XiaoQu  111.692463  40.759146  2号线  呼和浩特\n",
       "5031    帅家营  BV10875453     ShuaiJiaYing  111.706981  40.755604  2号线  呼和浩特\n",
       "5032    喇嘛营  BV10875441         LaMaYing  111.731336  40.755684  2号线  呼和浩特\n",
       "5033   阿尔山路  BV10875438       AErShan Lu  111.747816  40.755465  2号线  呼和浩特\n",
       "\n",
       "[5034 rows x 7 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "df = pd.read_csv('metro.csv',encoding='UTF-8',sep=',')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1ef67513",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "上海      535\n",
       "北京      413\n",
       "成都      356\n",
       "广州      284\n",
       "深圳      284\n",
       "武汉      243\n",
       "杭州      225\n",
       "重庆      218\n",
       "南京      174\n",
       "西安      166\n",
       "天津      159\n",
       "郑州      146\n",
       "苏州      135\n",
       "香港      131\n",
       "长沙      114\n",
       "青岛      111\n",
       "昆明      106\n",
       "宁波      103\n",
       "合肥      100\n",
       "大连       93\n",
       "长春       92\n",
       "沈阳       92\n",
       "南宁       87\n",
       "南昌       74\n",
       "无锡       69\n",
       "石家庄      63\n",
       "贵阳       57\n",
       "厦门       54\n",
       "福州       47\n",
       "呼和浩特     44\n",
       "济南       42\n",
       "徐州       38\n",
       "常州       29\n",
       "哈尔滨      28\n",
       "佛山       25\n",
       "太原       23\n",
       "乌鲁木齐     21\n",
       "兰州       20\n",
       "温州       18\n",
       "东莞       15\n",
       "Name: 城市名称, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_city_metro_num = df['城市名称'].value_counts()\n",
    "df_city_metro_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d33daae4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'city': Index(['上海', '北京', '成都', '广州', '深圳', '武汉', '杭州', '重庆', '南京', '西安'], dtype='object'),\n",
       " 'num': array([535, 413, 356, 284, 284, 243, 225, 218, 174, 166], dtype=int64)}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_city_metro_num = df['城市名称'].value_counts()\n",
    "dict_city_metro_num = {'city':df_city_metro_num.index[0:10],'num':df_city_metro_num.values[0:10]}\n",
    "dict_city_metro_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "70abf4f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>city</th>\n",
       "      <th>num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>上海</td>\n",
       "      <td>535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京</td>\n",
       "      <td>413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>成都</td>\n",
       "      <td>356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>广州</td>\n",
       "      <td>284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>深圳</td>\n",
       "      <td>284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>武汉</td>\n",
       "      <td>243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>杭州</td>\n",
       "      <td>225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>重庆</td>\n",
       "      <td>218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>南京</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>西安</td>\n",
       "      <td>166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  city  num\n",
       "0   上海  535\n",
       "1   北京  413\n",
       "2   成都  356\n",
       "3   广州  284\n",
       "4   深圳  284\n",
       "5   武汉  243\n",
       "6   杭州  225\n",
       "7   重庆  218\n",
       "8   南京  174\n",
       "9   西安  166"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_city_metro_num = df['城市名称'].value_counts()\n",
    "dict_city_metro_num = {'city':df_city_metro_num.index[0:10],'num':df_city_metro_num.values[0:10]}\n",
    "df_city_10 = pd.DataFrame(dict_city_metro_num)\n",
    "df_city_10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "989a42a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 4000x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=200)\n",
    "x_label=df_city_metro_num.index[0:10]\n",
    "y_label=df_city_metro_num.values[0:10]\n",
    "plt.bar(x_label,y_label,color='pink')\n",
    "plt.rcParams['font.sans-serif']=['simhei'] # 显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False # 显示中文\n",
    "plt.xlabel(\"城市\")\n",
    "plt.ylabel(\"地铁站数量\")\n",
    "plt.title(\"全国地铁站点数量排名前10的城市\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4645a25c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 4000x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=200)\n",
    "x_label=df_city_metro_num.index[0:10]\n",
    "y_label=df_city_metro_num.values[0:10]\n",
    "plt.bar(x_label,y_label,color='pink')\n",
    "for x,y in zip(x_label,y_label):\n",
    "    plt.text(x,y,'%.2f'%y,ha='center',va='bottom')\n",
    "plt.rcParams['font.sans-serif']=['simhei'] # 显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False # 显示中文\n",
    "plt.xlabel(\"城市\")\n",
    "plt.ylabel(\"地铁站数量\")\n",
    "plt.title(\"全国地铁站点数量排名前10的城市\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "55d5ea93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 4000x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=200)\n",
    "x_label=df_city_metro_num.index[0:10]\n",
    "y_label=df_city_metro_num.values[0:10]\n",
    "plt.bar(x_label,y_label,color='pink')\n",
    "for x,y in zip(x_label,y_label):\n",
    "    plt.text(x,y,'%.2f'%y,ha='center',va='bottom')\n",
    "plt.rcParams['font.sans-serif']=['simhei'] # 显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False # 显示中文\n",
    "plt.xlabel(\"城市\")\n",
    "plt.ylabel(\"地铁站数量\")\n",
    "plt.title(\"全国地铁站点数量排名前10的城市\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e793a21d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "城市名称  路线名称\n",
       "上海    11号线    68\n",
       "      10号线    67\n",
       "      9号线     35\n",
       "      7号线     33\n",
       "      12号线    32\n",
       "              ..\n",
       "香港    西铁线     12\n",
       "      东涌线      8\n",
       "      南港岛线     5\n",
       "      机场快线     5\n",
       "      迪士尼      2\n",
       "Name: 路线名称, Length: 232, dtype: int64"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "city_lines = df.groupby('城市名称')['路线名称'].value_counts()\n",
    "city_lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8d0de8ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('北京', 24),\n",
       " ('上海', 19),\n",
       " ('广州', 16),\n",
       " ('成都', 12),\n",
       " ('香港', 11),\n",
       " ('南京', 10),\n",
       " ('武汉', 10),\n",
       " ('深圳', 10),\n",
       " ('重庆', 10),\n",
       " ('西安', 8),\n",
       " ('大连', 7),\n",
       " ('杭州', 7),\n",
       " ('郑州', 7),\n",
       " ('天津', 6),\n",
       " ('昆明', 6),\n",
       " ('长沙', 6),\n",
       " ('青岛', 6),\n",
       " ('苏州', 5),\n",
       " ('长春', 5),\n",
       " ('南宁', 4),\n",
       " ('合肥', 4),\n",
       " ('宁波', 4),\n",
       " ('沈阳', 4),\n",
       " ('南昌', 3),\n",
       " ('无锡', 3),\n",
       " ('济南', 3),\n",
       " ('石家庄', 3),\n",
       " ('厦门', 2),\n",
       " ('呼和浩特', 2),\n",
       " ('哈尔滨', 2),\n",
       " ('徐州', 2),\n",
       " ('福州', 2),\n",
       " ('贵阳', 2),\n",
       " ('东莞', 1),\n",
       " ('乌鲁木齐', 1),\n",
       " ('佛山', 1),\n",
       " ('兰州', 1),\n",
       " ('太原', 1),\n",
       " ('常州', 1),\n",
       " ('温州', 1)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_city_lines={}\n",
    "for i in range(len(city_lines)):\n",
    "    dict_city_lines[city_lines.index[i][0]]=dict_city_lines.get(city_lines.index[i][0],0) + 1\n",
    "dict_city_sort = sorted(dict_city_lines.items(),key=lambda x:x[1], reverse=True)\n",
    "dict_city_sort"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4ac8e4be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[24, 19, 16, 12, 11, 10, 10, 10, 10, 8]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_city_lines={}\n",
    "for i in range(len(city_lines)):\n",
    "    dict_city_lines[city_lines.index[i][0]]=dict_city_lines.get(city_lines.index[i][0],0) + 1\n",
    "dict_city_sort = sorted(dict_city_lines.items(),key=lambda x:x[1], reverse=True)\n",
    "cities =[dict_city_sort[i][0] for i in range(10)]\n",
    "num=[dict_city_sort[i][1] for i in range(10)]\n",
    "num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "43fb5931",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 4000x1600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,8),dpi=200)\n",
    "x_label= cities\n",
    "y_label=num\n",
    "plt.plot(x_label,y_label,color='yellow')\n",
    "for x,y in zip(x_label,y_label):\n",
    "    plt.text(x,y,'%.2f'%y,ha='center',va='bottom')\n",
    "plt.rcParams['font.sans-serif']=['simhei'] # 显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False # 显示中文\n",
    "plt.xlabel(\"城市\")\n",
    "plt.ylabel(\"地铁站数量\")\n",
    "plt.title(\"全国地铁站点数量排名前10的城市\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e70c0e36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "city_station = df.groupby(\"城市名称\")[\"站点名称\"].value_counts()\n",
    "dict_city_station = {'city':[i[0] for i in city_station.index],'station':[i[1] for i in city_station.index],'num':city_station.values}\n",
    "df_city_station= pd.DataFrame(dict_city_station)\n",
    "station_counts2=len(df_city_station.query('num==2'))\n",
    "station_counts3=len(df_city_station.query('num==3'))\n",
    "station_counts4=len(df_city_station.query('num>=4'))\n",
    "fig = plt.figure()              #创建空图\n",
    "plt.figure(figsize=(20,8), dpi=100) # 画布大小设置\n",
    "x_label = [station_counts2,station_counts3,station_counts4]  \n",
    "y_label = ['单个站点换乘次数1','单个站点换乘次数2','单个站点换乘次数3']\n",
    "plt.pie(x_label,labels=y_label, autopct='%1.1f%%')   #构建柱状图\n",
    "plt.rcParams['font.sans-serif']=['simhei']   #显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False     #显示中文\n",
    "plt.title(\"单个站点换乘次数的比例分布\")      #设置标题，这里只能显示英文，中文显示乱码\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7cb78f46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_tran_station_city= df_city_station.query('num>=2')['city'].value_counts()\n",
    "dict_tran_station_city = {'city':df_tran_station_city.index[0:10],'num':df_tran_station_city.values[0:10]}\n",
    "df_tran_station_city_10 = pd.DataFrame(dict_tran_station_city)\n",
    "fig = plt.figure()              #创建空图\n",
    "plt.figure(figsize=(20,8), dpi=100) # 画布大小设置\n",
    "x_label = df_tran_station_city.index[0:10]  #x轴的坐标\n",
    "y_label = df_tran_station_city.values[0:10]    #y轴的值\n",
    "plt.plot(x_label,y_label,color='red',linestyle='--',linewidth=3)   #构建折线图\n",
    "plt.scatter(x_label,y_label)\n",
    "for x,y in zip(x_label,y_label):  #在柱子上添加数值\n",
    "    plt.text(x,y,'%.2f'%y,ha='center',va='bottom')\n",
    "plt.rcParams['font.sans-serif']=['simhei']   #显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False     #显示中文\n",
    "plt.title(\"换乘站点最多的前10的城市\",fontsize=20)    #设置标题，这里只能显示英文，中文显示乱码\n",
    "plt.ylabel(\"换乘数量\")            #设置y轴名称\n",
    "plt.xlabel(\"城市\")            #设置x轴名称\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3f9f3a4b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_shanghai= df.query(\"城市名称=='上海'\")\n",
    "df_shanghai_stations=df_shanghai['路线名称'].value_counts()\n",
    "name = df_shanghai_stations.index\n",
    "station_num = df_shanghai_stations.values\n",
    "fig = plt.figure()              #创建空图\n",
    "plt.figure(figsize=(20,8), dpi=100) # 画布大小设置\n",
    "x_label = name  \n",
    "y_label = station_num    #y轴的值\n",
    "b=plt.barh(x_label,y_label,color='green')   #构建横向柱状图\n",
    "for rect in b:\n",
    "    w=rect.get_width()\n",
    "    plt.text(w,rect.get_y()+rect.get_height()/2,'%d'%int(w),ha='left',va='center')\n",
    "plt.rcParams['font.sans-serif']=['simhei']   #显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False     #显示中文\n",
    "plt.title(\"上海市地铁路线的站点数量\",fontsize=30)                 #设置标题，这里只能显示英文，中文显示乱码\n",
    "plt.ylabel(\"地铁路线\")            #设置y轴名称\n",
    "plt.xlabel(\"站点数量\")            #设置x轴名称\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8334bf2a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
